Oversample and Undersample
OverSample.RdFor classification purposes we might want to have balanced datasets. If the response variable has not a prevalence of 50%, we can sample records for getting as much response A cases as response B. This is called oversample. Undersample means to sample the (lower) number of cases A from the records of case B.
Examples
OverSample(d.pima2, "diabetes")
#> pregnant glucose pressure triceps insulin mass pedigree age diabetes
#> 2 1 85 66 29 NA 26.6 0.351 31 neg
#> 4 1 89 66 23 94 28.1 0.167 21 neg
#> 6 5 116 74 NA NA 25.6 0.201 30 neg
#> 8 10 115 NA NA NA 35.3 0.134 29 neg
#> 11 4 110 92 NA NA 37.6 0.191 30 neg
#> 13 10 139 80 NA NA 27.1 1.441 57 neg
#> 19 1 103 30 38 83 43.3 0.183 33 neg
#> 21 3 126 88 41 235 39.3 0.704 27 neg
#> 22 8 99 84 NA NA 35.4 0.388 50 neg
#> 28 1 97 66 15 140 23.2 0.487 22 neg
#> 29 13 145 82 19 110 22.2 0.245 57 neg
#> 30 5 117 92 NA NA 34.1 0.337 38 neg
#> 31 5 109 75 26 NA 36.0 0.546 60 neg
#> 33 3 88 58 11 54 24.8 0.267 22 neg
#> 34 6 92 92 NA NA 19.9 0.188 28 neg
#> 35 10 122 78 31 NA 27.6 0.512 45 neg
#> 36 4 103 60 33 192 24.0 0.966 33 neg
#> 37 11 138 76 NA NA 33.2 0.420 35 neg
#> 41 3 180 64 25 70 34.0 0.271 26 neg
#> 42 7 133 84 NA NA 40.2 0.696 37 neg
#> 43 7 106 92 18 NA 22.7 0.235 48 neg
#> 45 7 159 64 NA NA 27.4 0.294 40 neg
#> 47 1 146 56 NA NA 29.7 0.564 29 neg
#> 48 2 71 70 27 NA 28.0 0.586 22 neg
#> 50 7 105 NA NA NA NA 0.305 24 neg
#> 51 1 103 80 11 82 19.4 0.491 22 neg
#> 52 1 101 50 15 36 24.2 0.526 26 neg
#> 53 5 88 66 21 23 24.4 0.342 30 neg
#> 55 7 150 66 42 342 34.7 0.718 42 neg
#> 56 1 73 50 10 NA 23.0 0.248 21 neg
#> 58 0 100 88 60 110 46.8 0.962 31 neg
#> 59 0 146 82 NA NA 40.5 1.781 44 neg
#> 60 0 105 64 41 142 41.5 0.173 22 neg
#> 61 2 84 NA NA NA NA 0.304 21 neg
#> 63 5 44 62 NA NA 25.0 0.587 36 neg
#> 64 2 141 58 34 128 25.4 0.699 24 neg
#> 66 5 99 74 27 NA 29.0 0.203 32 neg
#> 68 2 109 92 NA NA 42.7 0.845 54 neg
#> 69 1 95 66 13 38 19.6 0.334 25 neg
#> 70 4 146 85 27 100 28.9 0.189 27 neg
#> 72 5 139 64 35 140 28.6 0.411 26 neg
#> 74 4 129 86 20 270 35.1 0.231 23 neg
#> 75 1 79 75 30 NA 32.0 0.396 22 neg
#> 76 1 NA 48 20 NA 24.7 0.140 22 neg
#> 77 7 62 78 NA NA 32.6 0.391 41 neg
#> 78 5 95 72 33 NA 37.7 0.370 27 neg
#> 80 2 112 66 22 NA 25.0 0.307 24 neg
#> 81 3 113 44 13 NA 22.4 0.140 22 neg
#> 82 2 74 NA NA NA NA 0.102 22 neg
#> 83 7 83 78 26 71 29.3 0.767 36 neg
#> 84 0 101 65 28 NA 24.6 0.237 22 neg
#> 86 2 110 74 29 125 32.4 0.698 27 neg
#> 87 13 106 72 54 NA 36.6 0.178 45 neg
#> 88 2 100 68 25 71 38.5 0.324 26 neg
#> 90 1 107 68 19 NA 26.5 0.165 24 neg
#> 91 1 80 55 NA NA 19.1 0.258 21 neg
#> 92 4 123 80 15 176 32.0 0.443 34 neg
#> 93 7 81 78 40 48 46.7 0.261 42 neg
#> 95 2 142 82 18 64 24.7 0.761 21 neg
#> 96 6 144 72 27 228 33.9 0.255 40 neg
#> 97 2 92 62 28 NA 31.6 0.130 24 neg
#> 98 1 71 48 18 76 20.4 0.323 22 neg
#> 99 6 93 50 30 64 28.7 0.356 23 neg
#> 102 1 151 60 NA NA 26.1 0.179 22 neg
#> 103 0 125 96 NA NA 22.5 0.262 21 neg
#> 104 1 81 72 18 40 26.6 0.283 24 neg
#> 105 2 85 65 NA NA 39.6 0.930 27 neg
#> 106 1 126 56 29 152 28.7 0.801 21 neg
#> 107 1 96 122 NA NA 22.4 0.207 27 neg
#> 108 4 144 58 28 140 29.5 0.287 37 neg
#> 109 3 83 58 31 18 34.3 0.336 25 neg
#> 113 1 89 76 34 37 31.2 0.192 23 neg
#> 114 4 76 62 NA NA 34.0 0.391 25 neg
#> 118 5 78 48 NA NA 33.7 0.654 25 neg
#> 119 4 97 60 23 NA 28.2 0.443 22 neg
#> 120 4 99 76 15 51 23.2 0.223 21 neg
#> 122 6 111 64 39 NA 34.2 0.260 24 neg
#> 123 2 107 74 30 100 33.6 0.404 23 neg
#> 124 5 132 80 NA NA 26.8 0.186 69 neg
#> 127 3 120 70 30 135 42.9 0.452 30 neg
#> 128 1 118 58 36 94 33.3 0.261 23 neg
#> 134 8 84 74 31 NA 38.3 0.457 39 neg
#> 135 2 96 68 13 49 21.1 0.647 26 neg
#> 136 2 125 60 20 140 33.8 0.088 31 neg
#> 137 0 100 70 26 50 30.8 0.597 21 neg
#> 138 0 93 60 25 92 28.7 0.532 22 neg
#> 139 0 129 80 NA NA 31.2 0.703 29 neg
#> 140 5 105 72 29 325 36.9 0.159 28 neg
#> 141 3 128 78 NA NA 21.1 0.268 55 neg
#> 142 5 106 82 30 NA 39.5 0.286 38 neg
#> 143 2 108 52 26 63 32.5 0.318 22 neg
#> 145 4 154 62 31 284 32.8 0.237 23 neg
#> 146 0 102 75 23 NA NA 0.572 21 neg
#> 147 9 57 80 37 NA 32.8 0.096 41 neg
#> 148 2 106 64 35 119 30.5 1.400 34 neg
#> 149 5 147 78 NA NA 33.7 0.218 65 neg
#> 150 2 90 70 17 NA 27.3 0.085 22 neg
#> 151 1 136 74 50 204 37.4 0.399 24 neg
#> 152 4 114 65 NA NA 21.9 0.432 37 neg
#> 154 1 153 82 42 485 40.6 0.687 23 neg
#> 157 2 99 52 15 94 24.6 0.637 21 neg
#> 158 1 109 56 21 135 25.2 0.833 23 neg
#> 159 2 88 74 19 53 29.0 0.229 22 neg
#> 161 4 151 90 38 NA 29.7 0.294 36 neg
#> 162 7 102 74 40 105 37.2 0.204 45 neg
#> 163 0 114 80 34 285 44.2 0.167 27 neg
#> 164 2 100 64 23 NA 29.7 0.368 21 neg
#> 167 3 148 66 25 NA 32.5 0.256 22 neg
#> 168 4 120 68 NA NA 29.6 0.709 34 neg
#> 169 4 110 66 NA NA 31.9 0.471 29 neg
#> 170 3 111 90 12 78 28.4 0.495 29 neg
#> 173 2 87 NA 23 NA 28.9 0.773 25 neg
#> 174 1 79 60 42 48 43.5 0.678 23 neg
#> 175 2 75 64 24 55 29.7 0.370 33 neg
#> 177 6 85 78 NA NA 31.2 0.382 42 neg
#> 179 5 143 78 NA NA 45.0 0.190 47 neg
#> 181 6 87 80 NA NA 23.2 0.084 32 neg
#> 182 0 119 64 18 92 34.9 0.725 23 neg
#> 183 1 NA 74 20 23 27.7 0.299 21 neg
#> 184 5 73 60 NA NA 26.8 0.268 27 neg
#> 185 4 141 74 NA NA 27.6 0.244 40 neg
#> 191 3 111 62 NA NA 22.6 0.142 21 neg
#> 192 9 123 70 44 94 33.1 0.374 40 neg
#> 195 8 85 55 20 NA 24.4 0.136 42 neg
#> 197 1 105 58 NA NA 24.3 0.187 21 neg
#> 201 0 113 80 16 NA 31.0 0.874 21 neg
#> 202 1 138 82 NA NA 40.1 0.236 28 neg
#> 203 0 108 68 20 NA 27.3 0.787 32 neg
#> 204 2 99 70 16 44 20.4 0.235 27 neg
#> 205 6 103 72 32 190 37.7 0.324 55 neg
#> 206 5 111 72 28 NA 23.9 0.407 27 neg
#> 209 1 96 64 27 87 33.2 0.289 21 neg
#> 211 2 81 60 22 NA 27.7 0.290 25 neg
#> 212 0 147 85 54 NA 42.8 0.375 24 neg
#> 213 7 179 95 31 NA 34.2 0.164 60 neg
#> 218 6 125 68 30 120 30.0 0.464 32 neg
#> 223 7 119 NA NA NA 25.2 0.209 37 neg
#> 224 7 142 60 33 190 28.8 0.687 61 neg
#> 225 1 100 66 15 56 23.6 0.666 26 neg
#> 226 1 87 78 27 32 34.6 0.101 22 neg
#> 227 0 101 76 NA NA 35.7 0.198 26 neg
#> 229 4 197 70 39 744 36.7 2.329 31 neg
#> 230 0 117 80 31 53 45.2 0.089 24 neg
#> 233 1 79 80 25 37 25.4 0.583 22 neg
#> 234 4 122 68 NA NA 35.0 0.394 29 neg
#> 235 3 74 68 28 45 29.7 0.293 23 neg
#> 240 0 104 76 NA NA 18.4 0.582 27 neg
#> 241 1 91 64 24 NA 29.2 0.192 21 neg
#> 242 4 91 70 32 88 33.1 0.446 22 neg
#> 245 2 146 76 35 194 38.2 0.329 29 neg
#> 247 10 122 68 NA NA 31.2 0.258 41 neg
#> 248 0 165 90 33 680 52.3 0.427 23 neg
#> 249 9 124 70 33 402 35.4 0.282 34 neg
#> 250 1 111 86 19 NA 30.1 0.143 23 neg
#> 251 9 106 52 NA NA 31.2 0.380 42 neg
#> 252 2 129 84 NA NA 28.0 0.284 27 neg
#> 253 2 90 80 14 55 24.4 0.249 24 neg
#> 254 0 86 68 32 NA 35.8 0.238 25 neg
#> 257 3 111 56 39 NA 30.1 0.557 30 neg
#> 258 2 114 68 22 NA 28.7 0.092 25 neg
#> 259 1 193 50 16 375 25.9 0.655 24 neg
#> 261 3 191 68 15 130 30.9 0.299 34 neg
#> 263 4 95 70 32 NA 32.1 0.612 24 neg
#> 264 3 142 80 15 NA 32.4 0.200 63 neg
#> 266 5 96 74 18 67 33.6 0.997 43 neg
#> 268 2 128 64 42 NA 40.0 1.101 24 neg
#> 269 0 102 52 NA NA 25.1 0.078 21 neg
#> 272 2 108 62 32 56 25.2 0.128 21 neg
#> 273 3 122 78 NA NA 23.0 0.254 40 neg
#> 274 1 71 78 50 45 33.2 0.422 21 neg
#> 275 13 106 70 NA NA 34.2 0.251 52 neg
#> 276 2 100 70 52 57 40.5 0.677 25 neg
#> 278 0 104 64 23 116 27.8 0.454 23 neg
#> 279 5 114 74 NA NA 24.9 0.744 57 neg
#> 280 2 108 62 10 278 25.3 0.881 22 neg
#> 282 10 129 76 28 122 35.9 0.280 39 neg
#> 283 7 133 88 15 155 32.4 0.262 37 neg
#> 286 7 136 74 26 135 26.0 0.647 51 neg
#> 287 5 155 84 44 545 38.7 0.619 34 neg
#> 289 4 96 56 17 49 20.8 0.340 26 neg
#> 290 5 108 72 43 75 36.1 0.263 33 neg
#> 291 0 78 88 29 40 36.9 0.434 21 neg
#> 295 0 161 50 NA NA 21.9 0.254 65 neg
#> 296 6 151 62 31 120 35.5 0.692 28 neg
#> 298 0 126 84 29 215 30.7 0.520 24 neg
#> 300 8 112 72 NA NA 23.6 0.840 58 neg
#> 303 5 77 82 41 42 35.8 0.156 35 neg
#> 305 3 150 76 NA NA 21.0 0.207 37 neg
#> 306 2 120 76 37 105 39.7 0.215 29 neg
#> 308 0 137 68 14 148 24.8 0.143 21 neg
#> 311 6 80 66 30 NA 26.2 0.313 41 neg
#> 312 0 106 70 37 148 39.4 0.605 22 neg
#> 314 3 113 50 10 85 29.5 0.626 25 neg
#> 316 2 112 68 22 94 34.1 0.315 26 neg
#> 317 3 99 80 11 64 19.3 0.284 30 neg
#> 319 3 115 66 39 140 38.1 0.150 28 neg
#> 321 4 129 60 12 231 27.5 0.527 31 neg
#> 325 2 112 75 32 NA 35.7 0.148 21 neg
#> 326 1 157 72 21 168 25.6 0.123 24 neg
#> 328 10 179 70 NA NA 35.1 0.200 37 neg
#> 330 6 105 70 32 68 30.8 0.122 37 neg
#> 331 8 118 72 19 NA 23.1 1.476 46 neg
#> 332 2 87 58 16 52 32.7 0.166 25 neg
#> 334 12 106 80 NA NA 23.6 0.137 44 neg
#> 335 1 95 60 18 58 23.9 0.260 22 neg
#> 336 0 165 76 43 255 47.9 0.259 26 neg
#> 337 0 117 NA NA NA 33.8 0.932 44 neg
#> 341 1 130 70 13 105 25.9 0.472 22 neg
#> 342 1 95 74 21 73 25.9 0.673 36 neg
#> 343 1 NA 68 35 NA 32.0 0.389 22 neg
#> 344 5 122 86 NA NA 34.7 0.290 33 neg
#> 345 8 95 72 NA NA 36.8 0.485 57 neg
#> 346 8 126 88 36 108 38.5 0.349 49 neg
#> 347 1 139 46 19 83 28.7 0.654 22 neg
#> 348 3 116 NA NA NA 23.5 0.187 23 neg
#> 349 3 99 62 19 74 21.8 0.279 26 neg
#> 351 4 92 80 NA NA 42.2 0.237 29 neg
#> 352 4 137 84 NA NA 31.2 0.252 30 neg
#> 353 3 61 82 28 NA 34.4 0.243 46 neg
#> 354 1 90 62 12 43 27.2 0.580 24 neg
#> 355 3 90 78 NA NA 42.7 0.559 21 neg
#> 359 12 88 74 40 54 35.3 0.378 48 neg
#> 362 5 158 70 NA NA 29.8 0.207 63 neg
#> 363 5 103 108 37 NA 39.2 0.305 65 neg
#> 365 4 147 74 25 293 34.9 0.385 30 neg
#> 366 5 99 54 28 83 34.0 0.499 30 neg
#> 368 0 101 64 17 NA 21.0 0.252 21 neg
#> 369 3 81 86 16 66 27.5 0.306 22 neg
#> 372 0 118 64 23 89 NA 1.731 21 neg
#> 373 0 84 64 22 66 35.8 0.545 21 neg
#> 374 2 105 58 40 94 34.9 0.225 25 neg
#> 375 2 122 52 43 158 36.2 0.816 28 neg
#> 377 0 98 82 15 84 25.2 0.299 22 neg
#> 378 1 87 60 37 75 37.2 0.509 22 neg
#> 380 0 93 100 39 72 43.4 1.021 35 neg
#> 381 1 107 72 30 82 30.8 0.821 24 neg
#> 382 0 105 68 22 NA 20.0 0.236 22 neg
#> 383 1 109 60 8 182 25.4 0.947 21 neg
#> 384 1 90 62 18 59 25.1 1.268 25 neg
#> 385 1 125 70 24 110 24.3 0.221 25 neg
#> 386 1 119 54 13 50 22.3 0.205 24 neg
#> 390 3 100 68 23 81 31.6 0.949 28 neg
#> 391 1 100 66 29 196 32.0 0.444 42 neg
#> 393 1 131 64 14 415 23.7 0.389 21 neg
#> 394 4 116 72 12 87 22.1 0.463 37 neg
#> 396 2 127 58 24 275 27.7 1.600 25 neg
#> 397 3 96 56 34 115 24.7 0.944 39 neg
#> 399 3 82 70 NA NA 21.1 0.389 25 neg
#> 402 6 137 61 NA NA 24.2 0.151 55 neg
#> 404 9 72 78 25 NA 31.6 0.280 38 neg
#> 406 2 123 48 32 165 42.1 0.520 26 neg
#> 408 0 101 62 NA NA 21.9 0.336 25 neg
#> 411 6 102 90 39 NA 35.7 0.674 28 neg
#> 412 1 112 72 30 176 34.4 0.528 25 neg
#> 413 1 143 84 23 310 42.4 1.076 22 neg
#> 414 1 143 74 22 61 26.2 0.256 21 neg
#> 417 1 97 68 21 NA 27.2 1.095 22 neg
#> 419 1 83 68 NA NA 18.2 0.624 27 neg
#> 421 1 119 88 41 170 45.3 0.507 26 neg
#> 422 2 94 68 18 76 26.0 0.561 21 neg
#> 423 0 102 64 46 78 40.6 0.496 21 neg
#> 424 2 115 64 22 NA 30.8 0.421 21 neg
#> 427 0 94 NA NA NA NA 0.256 25 neg
#> 429 0 135 94 46 145 40.6 0.284 26 neg
#> 431 2 99 NA NA NA 22.2 0.108 23 neg
#> 432 3 89 74 16 85 30.4 0.551 38 neg
#> 433 1 80 74 11 60 30.0 0.527 22 neg
#> 434 2 139 75 NA NA 25.6 0.167 29 neg
#> 435 1 90 68 8 NA 24.5 1.138 36 neg
#> 437 12 140 85 33 NA 37.4 0.244 41 neg
#> 438 5 147 75 NA NA 29.9 0.434 28 neg
#> 439 1 97 70 15 NA 18.2 0.147 21 neg
#> 440 6 107 88 NA NA 36.8 0.727 31 neg
#> 442 2 83 66 23 50 32.2 0.497 22 neg
#> 443 4 117 64 27 120 33.2 0.230 24 neg
#> 447 1 100 72 12 70 25.3 0.658 28 neg
#> 448 0 95 80 45 92 36.5 0.330 26 neg
#> 450 0 120 74 18 63 30.5 0.285 26 neg
#> 451 1 82 64 13 95 21.2 0.415 23 neg
#> 453 0 91 68 32 210 39.9 0.381 25 neg
#> 454 2 119 NA NA NA 19.6 0.832 72 neg
#> 455 2 100 54 28 105 37.8 0.498 24 neg
#> 457 1 135 54 NA NA 26.7 0.687 62 neg
#> 458 5 86 68 28 71 30.2 0.364 24 neg
#> 460 9 134 74 33 60 25.9 0.460 81 neg
#> 461 9 120 72 22 56 20.8 0.733 48 neg
#> 462 1 71 62 NA NA 21.8 0.416 26 neg
#> 463 8 74 70 40 49 35.3 0.705 39 neg
#> 464 5 88 78 30 NA 27.6 0.258 37 neg
#> 465 10 115 98 NA NA 24.0 1.022 34 neg
#> 466 0 124 56 13 105 21.8 0.452 21 neg
#> 467 0 74 52 10 36 27.8 0.269 22 neg
#> 468 0 97 64 36 100 36.8 0.600 25 neg
#> 470 6 154 78 41 140 46.1 0.571 27 neg
#> 471 1 144 82 40 NA 41.3 0.607 28 neg
#> 472 0 137 70 38 NA 33.2 0.170 22 neg
#> 473 0 119 66 27 NA 38.8 0.259 22 neg
#> 474 7 136 90 NA NA 29.9 0.210 50 neg
#> 475 4 114 64 NA NA 28.9 0.126 24 neg
#> 476 0 137 84 27 NA 27.3 0.231 59 neg
#> 478 7 114 76 17 110 23.8 0.466 31 neg
#> 479 8 126 74 38 75 25.9 0.162 39 neg
#> 480 4 132 86 31 NA 28.0 0.419 63 neg
#> 482 0 123 88 37 NA 35.2 0.197 29 neg
#> 483 4 85 58 22 49 27.8 0.306 28 neg
#> 484 0 84 82 31 125 38.2 0.233 23 neg
#> 487 1 139 62 41 480 40.7 0.536 21 neg
#> 488 0 173 78 32 265 46.5 1.159 58 neg
#> 489 4 99 72 17 NA 25.6 0.294 28 neg
#> 490 8 194 80 NA NA 26.1 0.551 67 neg
#> 491 2 83 65 28 66 36.8 0.629 24 neg
#> 492 2 89 90 30 NA 33.5 0.292 42 neg
#> 493 4 99 68 38 NA 32.8 0.145 33 neg
#> 495 3 80 NA NA NA NA 0.174 22 neg
#> 496 6 166 74 NA NA 26.6 0.304 66 neg
#> 497 5 110 68 NA NA 26.0 0.292 30 neg
#> 498 2 81 72 15 76 30.1 0.547 25 neg
#> 500 6 154 74 32 193 29.3 0.839 39 neg
#> 501 2 117 90 19 71 25.2 0.313 21 neg
#> 502 3 84 72 32 NA 37.2 0.267 28 neg
#> 504 7 94 64 25 79 33.3 0.738 41 neg
#> 505 3 96 78 39 NA 37.3 0.238 40 neg
#> 506 10 75 82 NA NA 33.3 0.263 38 neg
#> 508 1 130 60 23 170 28.6 0.692 21 neg
#> 509 2 84 50 23 76 30.4 0.968 21 neg
#> 510 8 120 78 NA NA 25.0 0.409 64 neg
#> 512 0 139 62 17 210 22.1 0.207 21 neg
#> 513 9 91 68 NA NA 24.2 0.200 58 neg
#> 514 2 91 62 NA NA 27.3 0.525 22 neg
#> 515 3 99 54 19 86 25.6 0.154 24 neg
#> 518 7 125 86 NA NA 37.6 0.304 51 neg
#> 519 13 76 60 NA NA 32.8 0.180 41 neg
#> 520 6 129 90 7 326 19.6 0.582 60 neg
#> 521 2 68 70 32 66 25.0 0.187 25 neg
#> 522 3 124 80 33 130 33.2 0.305 26 neg
#> 523 6 114 NA NA NA NA 0.189 26 neg
#> 525 3 125 58 NA NA 31.6 0.151 24 neg
#> 526 3 87 60 18 NA 21.8 0.444 21 neg
#> 527 1 97 64 19 82 18.2 0.299 21 neg
#> 528 3 116 74 15 105 26.3 0.107 24 neg
#> 529 0 117 66 31 188 30.8 0.493 22 neg
#> 530 0 111 65 NA NA 24.6 0.660 31 neg
#> 531 2 122 60 18 106 29.8 0.717 22 neg
#> 532 0 107 76 NA NA 45.3 0.686 24 neg
#> 533 1 86 66 52 65 41.3 0.917 29 neg
#> 534 6 91 NA NA NA 29.8 0.501 31 neg
#> 535 1 77 56 30 56 33.3 1.251 24 neg
#> 537 0 105 90 NA NA 29.6 0.197 46 neg
#> 538 0 57 60 NA NA 21.7 0.735 67 neg
#> 539 0 127 80 37 210 36.3 0.804 23 neg
#> 544 4 84 90 23 56 39.5 0.159 25 neg
#> 545 1 88 78 29 76 32.0 0.365 29 neg
#> 548 4 131 68 21 166 33.1 0.160 28 neg
#> 549 1 164 82 43 67 32.8 0.341 50 neg
#> 550 4 189 110 31 NA 28.5 0.680 37 neg
#> 551 1 116 70 28 NA 27.4 0.204 21 neg
#> 552 3 84 68 30 106 31.9 0.591 25 neg
#> 553 6 114 88 NA NA 27.8 0.247 66 neg
#> 554 1 88 62 24 44 29.9 0.422 23 neg
#> 555 1 84 64 23 115 36.9 0.471 28 neg
#> 556 7 124 70 33 215 25.5 0.161 37 neg
#> 557 1 97 70 40 NA 38.1 0.218 30 neg
#> 558 8 110 76 NA NA 27.8 0.237 58 neg
#> 559 11 103 68 40 NA 46.2 0.126 42 neg
#> 560 11 85 74 NA NA 30.1 0.300 35 neg
#> 563 1 87 68 34 77 37.6 0.401 24 neg
#> 564 6 99 60 19 54 26.9 0.497 32 neg
#> 565 0 91 80 NA NA 32.4 0.601 27 neg
#> 566 2 95 54 14 88 26.1 0.748 22 neg
#> 567 1 99 72 30 18 38.6 0.412 21 neg
#> 568 6 92 62 32 126 32.0 0.085 46 neg
#> 569 4 154 72 29 126 31.3 0.338 37 neg
#> 571 3 78 70 NA NA 32.5 0.270 39 neg
#> 572 2 130 96 NA NA 22.6 0.268 21 neg
#> 573 3 111 58 31 44 29.5 0.430 22 neg
#> 574 2 98 60 17 120 34.7 0.198 22 neg
#> 575 1 143 86 30 330 30.1 0.892 23 neg
#> 576 1 119 44 47 63 35.5 0.280 25 neg
#> 577 6 108 44 20 130 24.0 0.813 35 neg
#> 579 10 133 68 NA NA 27.0 0.245 36 neg
#> 582 6 109 60 27 NA 25.0 0.206 27 neg
#> 583 12 121 78 17 NA 26.5 0.259 62 neg
#> 584 8 100 76 NA NA 38.7 0.190 42 neg
#> 586 1 93 56 11 NA 22.5 0.417 22 neg
#> 588 6 103 66 NA NA 24.3 0.249 29 neg
#> 590 0 73 NA NA NA 21.1 0.342 25 neg
#> 592 2 112 78 50 140 39.4 0.175 24 neg
#> 594 2 82 52 22 115 28.5 1.699 25 neg
#> 595 6 123 72 45 230 33.6 0.733 34 neg
#> 597 0 67 76 NA NA 45.3 0.194 46 neg
#> 598 1 89 24 19 25 27.8 0.559 21 neg
#> 600 1 109 38 18 120 23.1 0.407 26 neg
#> 601 1 108 88 19 NA 27.1 0.400 24 neg
#> 602 6 96 NA NA NA 23.7 0.190 28 neg
#> 603 1 124 74 36 NA 27.8 0.100 30 neg
#> 606 1 124 60 32 NA 35.8 0.514 21 neg
#> 608 1 92 62 25 41 19.5 0.482 25 neg
#> 609 0 152 82 39 272 41.5 0.270 27 neg
#> 610 1 111 62 13 182 24.0 0.138 23 neg
#> 611 3 106 54 21 158 30.9 0.292 24 neg
#> 614 6 105 80 28 NA 32.5 0.878 26 neg
#> 616 3 106 72 NA NA 25.8 0.207 27 neg
#> 617 6 117 96 NA NA 28.7 0.157 30 neg
#> 618 2 68 62 13 15 20.1 0.257 23 neg
#> 621 2 112 86 42 160 38.4 0.246 28 neg
#> 622 2 92 76 20 NA 24.2 1.698 28 neg
#> 623 6 183 94 NA NA 40.8 1.461 45 neg
#> 624 0 94 70 27 115 43.5 0.347 21 neg
#> 625 2 108 64 NA NA 30.8 0.158 21 neg
#> 626 4 90 88 47 54 37.7 0.362 29 neg
#> 627 0 125 68 NA NA 24.7 0.206 21 neg
#> 628 0 132 78 NA NA 32.4 0.393 21 neg
#> 629 5 128 80 NA NA 34.6 0.144 45 neg
#> 630 4 94 65 22 NA 24.7 0.148 21 neg
#> 632 0 102 78 40 90 34.5 0.238 24 neg
#> 633 2 111 60 NA NA 26.2 0.343 23 neg
#> 634 1 128 82 17 183 27.5 0.115 22 neg
#> 635 10 92 62 NA NA 25.9 0.167 31 neg
#> 637 5 104 74 NA NA 28.8 0.153 48 neg
#> 638 2 94 76 18 66 31.6 0.649 23 neg
#> 640 1 100 74 12 46 19.5 0.149 28 neg
#> 641 0 102 86 17 105 29.3 0.695 27 neg
#> 642 4 128 70 NA NA 34.3 0.303 24 neg
#> 644 4 90 NA NA NA 28.0 0.610 31 neg
#> 645 3 103 72 30 152 27.6 0.730 27 neg
#> 646 2 157 74 35 440 39.4 0.134 30 neg
#> 650 0 107 60 25 NA 26.4 0.133 23 neg
#> 651 1 91 54 25 100 25.2 0.234 23 neg
#> 652 1 117 60 23 106 33.8 0.466 27 neg
#> 653 5 123 74 40 77 34.1 0.269 28 neg
#> 654 2 120 54 NA NA 26.8 0.455 27 neg
#> 655 1 106 70 28 135 34.2 0.142 22 neg
#> 657 2 101 58 35 90 21.8 0.155 22 neg
#> 658 1 120 80 48 200 38.9 1.162 41 neg
#> 659 11 127 106 NA NA 39.0 0.190 51 neg
#> 661 10 162 84 NA NA 27.7 0.182 54 neg
#> 666 1 112 80 45 132 34.8 0.217 24 neg
#> 669 6 98 58 33 190 34.0 0.430 43 neg
#> 670 9 154 78 30 100 30.9 0.164 45 neg
#> 671 6 165 68 26 168 33.6 0.631 49 neg
#> 672 1 99 58 10 NA 25.4 0.551 21 neg
#> 673 10 68 106 23 49 35.5 0.285 47 neg
#> 674 3 123 100 35 240 57.3 0.880 22 neg
#> 675 8 91 82 NA NA 35.6 0.587 68 neg
#> 678 0 93 60 NA NA 35.3 0.263 25 neg
#> 680 2 101 58 17 265 24.2 0.614 23 neg
#> 681 2 56 56 28 45 24.2 0.332 22 neg
#> 683 0 95 64 39 105 44.6 0.366 22 neg
#> 685 5 136 82 NA NA NA 0.640 69 neg
#> 686 2 129 74 26 205 33.2 0.591 25 neg
#> 687 3 130 64 NA NA 23.1 0.314 22 neg
#> 688 1 107 50 19 NA 28.3 0.181 29 neg
#> 689 1 140 74 26 180 24.1 0.828 23 neg
#> 691 8 107 80 NA NA 24.6 0.856 34 neg
#> 693 2 121 70 32 95 39.1 0.886 23 neg
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#> 699 4 127 88 11 155 34.5 0.598 28 neg
#> 700 4 118 70 NA NA 44.5 0.904 26 neg
#> 701 2 122 76 27 200 35.9 0.483 26 neg
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#> 705 4 110 76 20 100 28.4 0.118 27 neg
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#> 708 2 127 46 21 335 34.4 0.176 22 neg
#> 711 3 158 64 13 387 31.2 0.295 24 neg
#> 712 5 126 78 27 22 29.6 0.439 40 neg
#> 714 0 134 58 20 291 26.4 0.352 21 neg
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#> 718 10 94 72 18 NA 23.1 0.595 56 neg
#> 719 1 108 60 46 178 35.5 0.415 24 neg
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#> 722 1 114 66 36 200 38.1 0.289 21 neg
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#> 727 1 116 78 29 180 36.1 0.496 25 neg
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#> 737 0 126 86 27 120 27.4 0.515 21 neg
#> 738 8 65 72 23 NA 32.0 0.600 42 neg
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#> 764 10 101 76 48 180 32.9 0.171 63 neg
#> 765 2 122 70 27 NA 36.8 0.340 27 neg
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#> 768 1 93 70 31 NA 30.4 0.315 23 neg
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#> 126 1 88 30 42 99 55.0 0.496 26 pos
#> 517 9 145 88 34 165 30.3 0.771 53 pos
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#> 160.2 17 163 72 41 114 40.9 0.817 47 pos
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#> 605.3 4 183 NA NA NA 28.4 0.212 36 pos
#> 121 0 162 76 56 100 53.2 0.759 25 pos
#> 703.1 1 168 88 29 NA 35.0 0.905 52 pos
#> 663.2 8 167 106 46 231 37.6 0.165 43 pos
#> 207 8 196 76 29 280 37.5 0.605 57 pos
#> 189.1 8 109 76 39 114 27.9 0.640 31 pos
#> 756.3 1 128 88 39 110 36.5 1.057 37 pos
#> 44.2 9 171 110 24 240 45.4 0.721 54 pos
#> 350.2 5 NA 80 32 NA 41.0 0.346 37 pos
#> 469.1 8 120 NA NA NA 30.0 0.183 38 pos
#> 755.2 8 154 78 32 NA 32.4 0.443 45 pos
#> 194.3 11 135 NA NA NA 52.3 0.578 40 pos
#> 32.1 3 158 76 36 245 31.6 0.851 28 pos
#> 340.2 7 178 84 NA NA 39.9 0.331 41 pos
#> 589 3 176 86 27 156 33.3 1.154 52 pos
#> 190.1 5 139 80 35 160 31.6 0.361 25 pos
#> 367.1 6 124 72 NA NA 27.6 0.368 29 pos
#> 23.2 7 196 90 NA NA 39.8 0.451 41 pos
#> 221.2 0 177 60 29 478 34.6 1.072 21 pos
#> 459.2 10 148 84 48 237 37.6 1.001 51 pos
#> 155 8 188 78 NA NA 47.9 0.137 43 pos
#> 758.2 0 123 72 NA NA 36.3 0.258 52 pos
#> 589.1 3 176 86 27 156 33.3 1.154 52 pos
#> 697.2 3 169 74 19 125 29.9 0.268 31 pos
#> 231.3 4 142 86 NA NA 44.0 0.645 22 pos
#> 732.4 8 120 86 NA NA 28.4 0.259 22 pos
#> 40 4 111 72 47 207 37.1 1.390 56 pos
#> 255 12 92 62 7 258 27.6 0.926 44 pos
#> 415.1 0 138 60 35 167 34.6 0.534 21 pos
#> 720.2 5 97 76 27 NA 35.6 0.378 52 pos
#> 189.2 8 109 76 39 114 27.9 0.640 31 pos
#> 110.4 0 95 85 25 36 37.4 0.247 24 pos
#> 469.2 8 120 NA NA NA 30.0 0.183 38 pos
#> 541.1 8 100 74 40 215 39.4 0.661 43 pos
#> 219.1 5 85 74 22 NA 29.0 1.224 32 pos
#> 301.1 0 167 NA NA NA 32.3 0.839 30 pos
#> 656.5 2 155 52 27 540 38.7 0.240 25 pos
#> 40.1 4 111 72 47 207 37.1 1.390 56 pos
#> 5 0 137 40 35 168 43.1 2.288 33 pos
#> 731.4 3 130 78 23 79 28.4 0.323 34 pos
#> 562.2 0 198 66 32 274 41.3 0.502 28 pos
#> 540 3 129 92 49 155 36.4 0.968 32 pos
#> 639.3 7 97 76 32 91 40.9 0.871 32 pos
#> 613 7 168 88 42 321 38.2 0.787 40 pos
#> 716 7 187 50 33 392 33.9 0.826 34 pos
#> 243.1 3 139 54 NA NA 25.6 0.402 22 pos
#> 389.1 5 144 82 26 285 32.0 0.452 58 pos
#> 165.1 0 131 88 NA NA 31.6 0.743 32 pos
#> 543 10 90 85 32 NA 34.9 0.825 56 pos
#> 481.2 3 158 70 30 328 35.5 0.344 35 pos
#> 755.3 8 154 78 32 NA 32.4 0.443 45 pos
#> 304.1 5 115 98 NA NA 52.9 0.209 28 pos
#> 648.4 0 179 50 36 159 37.8 0.455 22 pos
#> 215 9 112 82 32 175 34.2 0.260 36 pos
#> 38.1 9 102 76 37 NA 32.9 0.665 46 pos
#> 324.3 13 152 90 33 29 26.8 0.731 43 pos
#> 25.2 11 143 94 33 146 36.6 0.254 51 pos
#> 339.1 9 152 78 34 171 34.2 0.893 33 pos
#> 3.1 8 183 64 NA NA 23.3 0.672 32 pos
#> 153.3 9 156 86 28 155 34.3 1.189 42 pos
#> 536.2 4 132 NA NA NA 32.9 0.302 23 pos
#> 339.2 9 152 78 34 171 34.2 0.893 33 pos
#> 401.1 4 95 64 NA NA 32.0 0.161 31 pos
#> 199.1 4 109 64 44 99 34.8 0.905 26 pos
#> 593 3 132 80 NA NA 34.4 0.402 44 pos
#> 7.2 3 78 50 32 88 31.0 0.248 26 pos
#> 516.1 3 163 70 18 105 31.6 0.268 28 pos
#> 222.1 2 158 90 NA NA 31.6 0.805 66 pos
#> 420 3 129 64 29 115 26.4 0.219 28 pos
#> 415.2 0 138 60 35 167 34.6 0.534 21 pos
#> 38.2 9 102 76 37 NA 32.9 0.665 46 pos
#> 389.2 5 144 82 26 285 32.0 0.452 58 pos
#> 10.2 8 125 96 NA NA NA 0.232 54 pos
#> 441 0 189 104 25 NA 34.3 0.435 41 pos
#> 546.2 8 186 90 35 225 34.5 0.423 37 pos
#> 456.4 14 175 62 30 NA 33.6 0.212 38 pos
#> 131 4 173 70 14 168 29.7 0.361 33 pos
#> 485 0 145 NA NA NA 44.2 0.630 31 pos
#> 171.1 6 102 82 NA NA 30.8 0.180 36 pos
#> 27.1 7 147 76 NA NA 39.4 0.257 43 pos
#> 540.1 3 129 92 49 155 36.4 0.968 32 pos
#> 494.3 4 125 70 18 122 28.9 1.144 45 pos
#> 420.1 3 129 64 29 115 26.4 0.219 28 pos
#> 662.2 1 199 76 43 NA 42.9 1.394 22 pos
#> 407.3 4 115 72 NA NA 28.9 0.376 46 pos
#> 407.4 4 115 72 NA NA 28.9 0.376 46 pos
#> 244.3 6 119 50 22 176 27.1 1.318 33 pos
#> 723 1 149 68 29 127 29.3 0.349 42 pos
#> 318.1 3 182 74 NA NA 30.5 0.345 29 pos
#> 643.2 6 147 80 NA NA 29.5 0.178 50 pos
#> 288.1 1 119 86 39 220 45.6 0.808 29 pos
#> 665.4 6 115 60 39 NA 33.7 0.245 40 pos
#> 361.2 5 189 64 33 325 31.2 0.583 29 pos
#> 221.3 0 177 60 29 478 34.6 1.072 21 pos
#> 499.1 7 195 70 33 145 25.1 0.163 55 pos
#> 751.2 4 136 70 NA NA 31.2 1.182 22 pos
#> 320.1 6 194 78 NA NA 23.5 0.129 59 pos
#> 516.2 3 163 70 18 105 31.6 0.268 28 pos
#> 656.6 2 155 52 27 540 38.7 0.240 25 pos
#> 656.7 2 155 52 27 540 38.7 0.240 25 pos
#> 503.1 6 NA 68 41 NA 39.0 0.727 41 pos
#> 236.2 4 171 72 NA NA 43.6 0.479 26 pos
#> 409.5 8 197 74 NA NA 25.9 1.191 39 pos
#> 333 1 180 NA NA NA 43.3 0.282 41 pos
#> 299.4 14 100 78 25 184 36.6 0.412 46 pos
#> 648.5 0 179 50 36 159 37.8 0.455 22 pos
#> 27.2 7 147 76 NA NA 39.4 0.257 43 pos
#> 14 1 189 60 23 846 30.1 0.398 59 pos
#> 485.1 0 145 NA NA NA 44.2 0.630 31 pos
#> 756.4 1 128 88 39 110 36.5 1.057 37 pos
#> 294.1 1 128 48 45 194 40.5 0.613 24 pos
#> 485.2 0 145 NA NA NA 44.2 0.630 31 pos
#> 15 5 166 72 19 175 25.8 0.587 51 pos
#> 547.2 5 187 76 27 207 43.6 1.034 53 pos
#> 684.1 4 125 80 NA NA 32.3 0.536 27 pos
#> 694.2 7 129 68 49 125 38.5 0.439 43 pos
#> 604 7 150 78 29 126 35.2 0.692 54 pos
#> 647.2 1 167 74 17 144 23.4 0.447 33 pos
#> 684.2 4 125 80 NA NA 32.3 0.536 27 pos
#> 210.1 7 184 84 33 NA 35.5 0.355 41 pos
#> 403.2 5 136 84 41 88 35.0 0.286 35 pos
#> 44.3 9 171 110 24 240 45.4 0.721 54 pos
#> 541.2 8 100 74 40 215 39.4 0.661 43 pos
#> 692.1 13 158 114 NA NA 42.3 0.257 44 pos
#> 153.4 9 156 86 28 155 34.3 1.189 42 pos
#> 260 11 155 76 28 150 33.3 1.353 51 pos
#> 244.4 6 119 50 22 176 27.1 1.318 33 pos
#> 751.3 4 136 70 NA NA 31.2 1.182 22 pos
#> 315.2 7 109 80 31 NA 35.9 1.127 43 pos
#> 426 4 184 78 39 277 37.0 0.264 31 pos
#> 357 1 125 50 40 167 33.3 0.962 28 pos
#> 756.5 1 128 88 39 110 36.5 1.057 37 pos
UnderSample(d.pima2, "diabetes")
#> pregnant glucose pressure triceps insulin mass pedigree age diabetes
#> 1 6 148 72 35 NA 33.6 0.627 50 pos
#> 3 8 183 64 NA NA 23.3 0.672 32 pos
#> 5 0 137 40 35 168 43.1 2.288 33 pos
#> 7 3 78 50 32 88 31.0 0.248 26 pos
#> 9 2 197 70 45 543 30.5 0.158 53 pos
#> 10 8 125 96 NA NA NA 0.232 54 pos
#> 12 10 168 74 NA NA 38.0 0.537 34 pos
#> 14 1 189 60 23 846 30.1 0.398 59 pos
#> 15 5 166 72 19 175 25.8 0.587 51 pos
#> 16 7 100 NA NA NA 30.0 0.484 32 pos
#> 17 0 118 84 47 230 45.8 0.551 31 pos
#> 18 7 107 74 NA NA 29.6 0.254 31 pos
#> 20 1 115 70 30 96 34.6 0.529 32 pos
#> 23 7 196 90 NA NA 39.8 0.451 41 pos
#> 24 9 119 80 35 NA 29.0 0.263 29 pos
#> 25 11 143 94 33 146 36.6 0.254 51 pos
#> 26 10 125 70 26 115 31.1 0.205 41 pos
#> 27 7 147 76 NA NA 39.4 0.257 43 pos
#> 32 3 158 76 36 245 31.6 0.851 28 pos
#> 38 9 102 76 37 NA 32.9 0.665 46 pos
#> 39 2 90 68 42 NA 38.2 0.503 27 pos
#> 40 4 111 72 47 207 37.1 1.390 56 pos
#> 44 9 171 110 24 240 45.4 0.721 54 pos
#> 46 0 180 66 39 NA 42.0 1.893 25 pos
#> 49 7 103 66 32 NA 39.1 0.344 31 pos
#> 54 8 176 90 34 300 33.7 0.467 58 pos
#> 57 7 187 68 39 304 37.7 0.254 41 pos
#> 62 8 133 72 NA NA 32.9 0.270 39 pos
#> 65 7 114 66 NA NA 32.8 0.258 42 pos
#> 67 0 109 88 30 NA 32.5 0.855 38 pos
#> 71 2 100 66 20 90 32.9 0.867 28 pos
#> 73 13 126 90 NA NA 43.4 0.583 42 pos
#> 79 0 131 NA NA NA 43.2 0.270 26 pos
#> 85 5 137 108 NA NA 48.8 0.227 37 pos
#> 89 15 136 70 32 110 37.1 0.153 43 pos
#> 94 4 134 72 NA NA 23.8 0.277 60 pos
#> 100 1 122 90 51 220 49.7 0.325 31 pos
#> 101 1 163 72 NA NA 39.0 1.222 33 pos
#> 110 0 95 85 25 36 37.4 0.247 24 pos
#> 111 3 171 72 33 135 33.3 0.199 24 pos
#> 112 8 155 62 26 495 34.0 0.543 46 pos
#> 115 7 160 54 32 175 30.5 0.588 39 pos
#> 116 4 146 92 NA NA 31.2 0.539 61 pos
#> 117 5 124 74 NA NA 34.0 0.220 38 pos
#> 121 0 162 76 56 100 53.2 0.759 25 pos
#> 125 0 113 76 NA NA 33.3 0.278 23 pos
#> 126 1 88 30 42 99 55.0 0.496 26 pos
#> 129 1 117 88 24 145 34.5 0.403 40 pos
#> 130 0 105 84 NA NA 27.9 0.741 62 pos
#> 131 4 173 70 14 168 29.7 0.361 33 pos
#> 132 9 122 56 NA NA 33.3 1.114 33 pos
#> 133 3 170 64 37 225 34.5 0.356 30 pos
#> 144 10 108 66 NA NA 32.4 0.272 42 pos
#> 153 9 156 86 28 155 34.3 1.189 42 pos
#> 155 8 188 78 NA NA 47.9 0.137 43 pos
#> 156 7 152 88 44 NA 50.0 0.337 36 pos
#> 160 17 163 72 41 114 40.9 0.817 47 pos
#> 165 0 131 88 NA NA 31.6 0.743 32 pos
#> 166 6 104 74 18 156 29.9 0.722 41 pos
#> 171 6 102 82 NA NA 30.8 0.180 36 pos
#> 172 6 134 70 23 130 35.4 0.542 29 pos
#> 176 8 179 72 42 130 32.7 0.719 36 pos
#> 178 0 129 110 46 130 67.1 0.319 26 pos
#> 180 5 130 82 NA NA 39.1 0.956 37 pos
#> 186 7 194 68 28 NA 35.9 0.745 41 pos
#> 187 8 181 68 36 495 30.1 0.615 60 pos
#> 188 1 128 98 41 58 32.0 1.321 33 pos
#> 189 8 109 76 39 114 27.9 0.640 31 pos
#> 190 5 139 80 35 160 31.6 0.361 25 pos
#> 193 7 159 66 NA NA 30.4 0.383 36 pos
#> 194 11 135 NA NA NA 52.3 0.578 40 pos
#> 196 5 158 84 41 210 39.4 0.395 29 pos
#> 198 3 107 62 13 48 22.9 0.678 23 pos
#> 199 4 109 64 44 99 34.8 0.905 26 pos
#> 200 4 148 60 27 318 30.9 0.150 29 pos
#> 207 8 196 76 29 280 37.5 0.605 57 pos
#> 208 5 162 104 NA NA 37.7 0.151 52 pos
#> 210 7 184 84 33 NA 35.5 0.355 41 pos
#> 214 0 140 65 26 130 42.6 0.431 24 pos
#> 215 9 112 82 32 175 34.2 0.260 36 pos
#> 216 12 151 70 40 271 41.8 0.742 38 pos
#> 217 5 109 62 41 129 35.8 0.514 25 pos
#> 219 5 85 74 22 NA 29.0 1.224 32 pos
#> 220 5 112 66 NA NA 37.8 0.261 41 pos
#> 221 0 177 60 29 478 34.6 1.072 21 pos
#> 222 2 158 90 NA NA 31.6 0.805 66 pos
#> 228 3 162 52 38 NA 37.2 0.652 24 pos
#> 231 4 142 86 NA NA 44.0 0.645 22 pos
#> 232 6 134 80 37 370 46.2 0.238 46 pos
#> 236 4 171 72 NA NA 43.6 0.479 26 pos
#> 237 7 181 84 21 192 35.9 0.586 51 pos
#> 238 0 179 90 27 NA 44.1 0.686 23 pos
#> 239 9 164 84 21 NA 30.8 0.831 32 pos
#> 243 3 139 54 NA NA 25.6 0.402 22 pos
#> 244 6 119 50 22 176 27.1 1.318 33 pos
#> 246 9 184 85 15 NA 30.0 1.213 49 pos
#> 255 12 92 62 7 258 27.6 0.926 44 pos
#> 256 1 113 64 35 NA 33.6 0.543 21 pos
#> 260 11 155 76 28 150 33.3 1.353 51 pos
#> 262 3 141 NA NA NA 30.0 0.761 27 pos
#> 265 4 123 62 NA NA 32.0 0.226 35 pos
#> 267 0 138 NA NA NA 36.3 0.933 25 pos
#> 270 2 146 NA NA NA 27.5 0.240 28 pos
#> 271 10 101 86 37 NA 45.6 1.136 38 pos
#> 277 7 106 60 24 NA 26.5 0.296 29 pos
#> 281 0 146 70 NA NA 37.9 0.334 28 pos
#> 284 7 161 86 NA NA 30.4 0.165 47 pos
#> 285 2 108 80 NA NA 27.0 0.259 52 pos
#> 288 1 119 86 39 220 45.6 0.808 29 pos
#> 292 0 107 62 30 74 36.6 0.757 25 pos
#> 293 2 128 78 37 182 43.3 1.224 31 pos
#> 294 1 128 48 45 194 40.5 0.613 24 pos
#> 297 2 146 70 38 360 28.0 0.337 29 pos
#> 299 14 100 78 25 184 36.6 0.412 46 pos
#> 301 0 167 NA NA NA 32.3 0.839 30 pos
#> 302 2 144 58 33 135 31.6 0.422 25 pos
#> 304 5 115 98 NA NA 52.9 0.209 28 pos
#> 307 10 161 68 23 132 25.5 0.326 47 pos
#> 309 0 128 68 19 180 30.5 1.391 25 pos
#> 310 2 124 68 28 205 32.9 0.875 30 pos
#> 313 2 155 74 17 96 26.6 0.433 27 pos
#> 315 7 109 80 31 NA 35.9 1.127 43 pos
#> 318 3 182 74 NA NA 30.5 0.345 29 pos
#> 320 6 194 78 NA NA 23.5 0.129 59 pos
#> 322 3 112 74 30 NA 31.6 0.197 25 pos
#> 323 0 124 70 20 NA 27.4 0.254 36 pos
#> 324 13 152 90 33 29 26.8 0.731 43 pos
#> 327 1 122 64 32 156 35.1 0.692 30 pos
#> 329 2 102 86 36 120 45.5 0.127 23 pos
#> 333 1 180 NA NA NA 43.3 0.282 41 pos
#> 338 5 115 76 NA NA 31.2 0.343 44 pos
#> 339 9 152 78 34 171 34.2 0.893 33 pos
#> 340 7 178 84 NA NA 39.9 0.331 41 pos
#> 350 5 NA 80 32 NA 41.0 0.346 37 pos
#> 356 9 165 88 NA NA 30.4 0.302 49 pos
#> 357 1 125 50 40 167 33.3 0.962 28 pos
#> 358 13 129 NA 30 NA 39.9 0.569 44 pos
#> 360 1 196 76 36 249 36.5 0.875 29 pos
#> 361 5 189 64 33 325 31.2 0.583 29 pos
#> 364 4 146 78 NA NA 38.5 0.520 67 pos
#> 367 6 124 72 NA NA 27.6 0.368 29 pos
#> 370 1 133 102 28 140 32.8 0.234 45 pos
#> 371 3 173 82 48 465 38.4 2.137 25 pos
#> 376 12 140 82 43 325 39.2 0.528 58 pos
#> 379 4 156 75 NA NA 48.3 0.238 32 pos
#> 387 5 116 74 29 NA 32.3 0.660 35 pos
#> 388 8 105 100 36 NA 43.3 0.239 45 pos
#> 389 5 144 82 26 285 32.0 0.452 58 pos
#> 392 5 166 76 NA NA 45.7 0.340 27 pos
#> 395 4 158 78 NA NA 32.9 0.803 31 pos
#> 398 0 131 66 40 NA 34.3 0.196 22 pos
#> 400 3 193 70 31 NA 34.9 0.241 25 pos
#> 401 4 95 64 NA NA 32.0 0.161 31 pos
#> 403 5 136 84 41 88 35.0 0.286 35 pos
#> 405 5 168 64 NA NA 32.9 0.135 41 pos
#> 407 4 115 72 NA NA 28.9 0.376 46 pos
#> 409 8 197 74 NA NA 25.9 1.191 39 pos
#> 410 1 172 68 49 579 42.4 0.702 28 pos
#> 415 0 138 60 35 167 34.6 0.534 21 pos
#> 416 3 173 84 33 474 35.7 0.258 22 pos
#> 418 4 144 82 32 NA 38.5 0.554 37 pos
#> 420 3 129 64 29 115 26.4 0.219 28 pos
#> 425 8 151 78 32 210 42.9 0.516 36 pos
#> 426 4 184 78 39 277 37.0 0.264 31 pos
#> 428 1 181 64 30 180 34.1 0.328 38 pos
#> 430 1 95 82 25 180 35.0 0.233 43 pos
#> 436 0 141 NA NA NA 42.4 0.205 29 pos
#> 441 0 189 104 25 NA 34.3 0.435 41 pos
#> 444 8 108 70 NA NA 30.5 0.955 33 pos
#> 445 4 117 62 12 NA 29.7 0.380 30 pos
#> 446 0 180 78 63 14 59.4 2.420 25 pos
#> 449 0 104 64 37 64 33.6 0.510 22 pos
#> 452 2 134 70 NA NA 28.9 0.542 23 pos
#> 456 14 175 62 30 NA 33.6 0.212 38 pos
#> 459 10 148 84 48 237 37.6 1.001 51 pos
#> 469 8 120 NA NA NA 30.0 0.183 38 pos
#> 477 2 105 80 45 191 33.7 0.711 29 pos
#> 481 3 158 70 30 328 35.5 0.344 35 pos
#> 485 0 145 NA NA NA 44.2 0.630 31 pos
#> 486 0 135 68 42 250 42.3 0.365 24 pos
#> 494 4 125 70 18 122 28.9 1.144 45 pos
#> 499 7 195 70 33 145 25.1 0.163 55 pos
#> 503 6 NA 68 41 NA 39.0 0.727 41 pos
#> 507 0 180 90 26 90 36.5 0.314 35 pos
#> 511 12 84 72 31 NA 29.7 0.297 46 pos
#> 516 3 163 70 18 105 31.6 0.268 28 pos
#> 517 9 145 88 34 165 30.3 0.771 53 pos
#> 524 9 130 70 NA NA 34.2 0.652 45 pos
#> 536 4 132 NA NA NA 32.9 0.302 23 pos
#> 540 3 129 92 49 155 36.4 0.968 32 pos
#> 541 8 100 74 40 215 39.4 0.661 43 pos
#> 542 3 128 72 25 190 32.4 0.549 27 pos
#> 543 10 90 85 32 NA 34.9 0.825 56 pos
#> 546 8 186 90 35 225 34.5 0.423 37 pos
#> 547 5 187 76 27 207 43.6 1.034 53 pos
#> 561 6 125 76 NA NA 33.8 0.121 54 pos
#> 562 0 198 66 32 274 41.3 0.502 28 pos
#> 570 0 121 66 30 165 34.3 0.203 33 pos
#> 578 2 118 80 NA NA 42.9 0.693 21 pos
#> 580 2 197 70 99 NA 34.7 0.575 62 pos
#> 581 0 151 90 46 NA 42.1 0.371 21 pos
#> 585 8 124 76 24 600 28.7 0.687 52 pos
#> 587 8 143 66 NA NA 34.9 0.129 41 pos
#> 589 3 176 86 27 156 33.3 1.154 52 pos
#> 591 11 111 84 40 NA 46.8 0.925 45 pos
#> 593 3 132 80 NA NA 34.4 0.402 44 pos
#> 596 0 188 82 14 185 32.0 0.682 22 pos
#> 599 1 173 74 NA NA 36.8 0.088 38 pos
#> 604 7 150 78 29 126 35.2 0.692 54 pos
#> 605 4 183 NA NA NA 28.4 0.212 36 pos
#> 607 1 181 78 42 293 40.0 1.258 22 pos
#> 612 3 174 58 22 194 32.9 0.593 36 pos
#> 613 7 168 88 42 321 38.2 0.787 40 pos
#> 615 11 138 74 26 144 36.1 0.557 50 pos
#> 619 9 112 82 24 NA 28.2 1.282 50 pos
#> 620 0 119 NA NA NA 32.4 0.141 24 pos
#> 631 7 114 64 NA NA 27.4 0.732 34 pos
#> 636 13 104 72 NA NA 31.2 0.465 38 pos
#> 639 7 97 76 32 91 40.9 0.871 32 pos
#> 643 6 147 80 NA NA 29.5 0.178 50 pos
#> 647 1 167 74 17 144 23.4 0.447 33 pos
#> 648 0 179 50 36 159 37.8 0.455 22 pos
#> 649 11 136 84 35 130 28.3 0.260 42 pos
#> 656 2 155 52 27 540 38.7 0.240 25 pos
#> 660 3 80 82 31 70 34.2 1.292 27 pos
#> 662 1 199 76 43 NA 42.9 1.394 22 pos
#> 663 8 167 106 46 231 37.6 0.165 43 pos
#> 664 9 145 80 46 130 37.9 0.637 40 pos
#> 665 6 115 60 39 NA 33.7 0.245 40 pos
#> 667 4 145 82 18 NA 32.5 0.235 70 pos
#> 668 10 111 70 27 NA 27.5 0.141 40 pos
#> 676 6 195 70 NA NA 30.9 0.328 31 pos
#> 677 9 156 86 NA NA 24.8 0.230 53 pos
#> 679 3 121 52 NA NA 36.0 0.127 25 pos
#> 682 0 162 76 36 NA 49.6 0.364 26 pos
#> 684 4 125 80 NA NA 32.3 0.536 27 pos
#> 690 1 144 82 46 180 46.1 0.335 46 pos
#> 692 13 158 114 NA NA 42.3 0.257 44 pos
#> 694 7 129 68 49 125 38.5 0.439 43 pos
#> 696 7 142 90 24 480 30.4 0.128 43 pos
#> 697 3 169 74 19 125 29.9 0.268 31 pos
#> 702 6 125 78 31 NA 27.6 0.565 49 pos
#> 703 1 168 88 29 NA 35.0 0.905 52 pos
#> 707 10 115 NA NA NA NA 0.261 30 pos
#> 709 9 164 78 NA NA 32.8 0.148 45 pos
#> 710 2 93 64 32 160 38.0 0.674 23 pos
#> 713 10 129 62 36 NA 41.2 0.441 38 pos
#> 716 7 187 50 33 392 33.9 0.826 34 pos
#> 717 3 173 78 39 185 33.8 0.970 31 pos
#> 720 5 97 76 27 NA 35.6 0.378 52 pos
#> 723 1 149 68 29 127 29.3 0.349 42 pos
#> 731 3 130 78 23 79 28.4 0.323 34 pos
#> 732 8 120 86 NA NA 28.4 0.259 22 pos
#> 733 2 174 88 37 120 44.5 0.646 24 pos
#> 740 1 102 74 NA NA 39.5 0.293 42 pos
#> 741 11 120 80 37 150 42.3 0.785 48 pos
#> 744 9 140 94 NA NA 32.7 0.734 45 pos
#> 747 1 147 94 41 NA 49.3 0.358 27 pos
#> 749 3 187 70 22 200 36.4 0.408 36 pos
#> 750 6 162 62 NA NA 24.3 0.178 50 pos
#> 751 4 136 70 NA NA 31.2 1.182 22 pos
#> 754 0 181 88 44 510 43.3 0.222 26 pos
#> 755 8 154 78 32 NA 32.4 0.443 45 pos
#> 756 1 128 88 39 110 36.5 1.057 37 pos
#> 758 0 123 72 NA NA 36.3 0.258 52 pos
#> 760 6 190 92 NA NA 35.5 0.278 66 pos
#> 762 9 170 74 31 NA 44.0 0.403 43 pos
#> 767 1 126 60 NA NA 30.1 0.349 47 pos
#> 574 2 98 60 17 120 34.7 0.198 22 neg
#> 566 2 95 54 14 88 26.1 0.748 22 neg
#> 269 0 102 52 NA NA 25.1 0.078 21 neg
#> 98 1 71 48 18 76 20.4 0.323 22 neg
#> 351 4 92 80 NA NA 42.2 0.237 29 neg
#> 317 3 99 80 11 64 19.3 0.284 30 neg
#> 451 1 82 64 13 95 21.2 0.415 23 neg
#> 145 4 154 62 31 284 32.8 0.237 23 neg
#> 666 1 112 80 45 132 34.8 0.217 24 neg
#> 627 0 125 68 NA NA 24.7 0.206 21 neg
#> 725 1 111 94 NA NA 32.8 0.265 45 neg
#> 734 2 106 56 27 165 29.0 0.426 22 neg
#> 479 8 126 74 38 75 25.9 0.162 39 neg
#> 621 2 112 86 42 160 38.4 0.246 28 neg
#> 722 1 114 66 36 200 38.1 0.289 21 neg
#> 377 0 98 82 15 84 25.2 0.299 22 neg
#> 35 10 122 78 31 NA 27.6 0.512 45 neg
#> 363 5 103 108 37 NA 39.2 0.305 65 neg
#> 233 1 79 80 25 37 25.4 0.583 22 neg
#> 147 9 57 80 37 NA 32.8 0.096 41 neg
#> 560 11 85 74 NA NA 30.1 0.300 35 neg
#> 616 3 106 72 NA NA 25.8 0.207 27 neg
#> 11 4 110 92 NA NA 37.6 0.191 30 neg
#> 742 3 102 44 20 94 30.8 0.400 26 neg
#> 497 5 110 68 NA NA 26.0 0.292 30 neg
#> 633 2 111 60 NA NA 26.2 0.343 23 neg
#> 678 0 93 60 NA NA 35.3 0.263 25 neg
#> 504 7 94 64 25 79 33.3 0.738 41 neg
#> 539 0 127 80 37 210 36.3 0.804 23 neg
#> 368 0 101 64 17 NA 21.0 0.252 21 neg
#> 108 4 144 58 28 140 29.5 0.287 37 neg
#> 158 1 109 56 21 135 25.2 0.833 23 neg
#> 97 2 92 62 28 NA 31.6 0.130 24 neg
#> 454 2 119 NA NA NA 19.6 0.832 72 neg
#> 253 2 90 80 14 55 24.4 0.249 24 neg
#> 492 2 89 90 30 NA 33.5 0.292 42 neg
#> 645 3 103 72 30 152 27.6 0.730 27 neg
#> 598 1 89 24 19 25 27.8 0.559 21 neg
#> 414 1 143 74 22 61 26.2 0.256 21 neg
#> 508 1 130 60 23 170 28.6 0.692 21 neg
#> 385 1 125 70 24 110 24.3 0.221 25 neg
#> 412 1 112 72 30 176 34.4 0.528 25 neg
#> 555 1 84 64 23 115 36.9 0.471 28 neg
#> 286 7 136 74 26 135 26.0 0.647 51 neg
#> 632 0 102 78 40 90 34.5 0.238 24 neg
#> 75 1 79 75 30 NA 32.0 0.396 22 neg
#> 584 8 100 76 NA NA 38.7 0.190 42 neg
#> 659 11 127 106 NA NA 39.0 0.190 51 neg
#> 257 3 111 56 39 NA 30.1 0.557 30 neg
#> 399 3 82 70 NA NA 21.1 0.389 25 neg
#> 19 1 103 30 38 83 43.3 0.183 33 neg
#> 325 2 112 75 32 NA 35.7 0.148 21 neg
#> 432 3 89 74 16 85 30.4 0.551 38 neg
#> 278 0 104 64 23 116 27.8 0.454 23 neg
#> 701 2 122 76 27 200 35.9 0.483 26 neg
#> 135 2 96 68 13 49 21.1 0.647 26 neg
#> 450 0 120 74 18 63 30.5 0.285 26 neg
#> 326 1 157 72 21 168 25.6 0.123 24 neg
#> 266 5 96 74 18 67 33.6 0.997 43 neg
#> 439 1 97 70 15 NA 18.2 0.147 21 neg
#> 74 4 129 86 20 270 35.1 0.231 23 neg
#> 225 1 100 66 15 56 23.6 0.666 26 neg
#> 488 0 173 78 32 265 46.5 1.159 58 neg
#> 630 4 94 65 22 NA 24.7 0.148 21 neg
#> 527 1 97 64 19 82 18.2 0.299 21 neg
#> 529 0 117 66 31 188 30.8 0.493 22 neg
#> 427 0 94 NA NA NA NA 0.256 25 neg
#> 355 3 90 78 NA NA 42.7 0.559 21 neg
#> 518 7 125 86 NA NA 37.6 0.304 51 neg
#> 177 6 85 78 NA NA 31.2 0.382 42 neg
#> 167 3 148 66 25 NA 32.5 0.256 22 neg
#> 718 10 94 72 18 NA 23.1 0.595 56 neg
#> 411 6 102 90 39 NA 35.7 0.674 28 neg
#> 528 3 116 74 15 105 26.3 0.107 24 neg
#> 394 4 116 72 12 87 22.1 0.463 37 neg
#> 674 3 123 100 35 240 57.3 0.880 22 neg
#> 736 4 95 60 32 NA 35.4 0.284 28 neg
#> 168 4 120 68 NA NA 29.6 0.709 34 neg
#> 670 9 154 78 30 100 30.9 0.164 45 neg
#> 422 2 94 68 18 76 26.0 0.561 21 neg
#> 347 1 139 46 19 83 28.7 0.654 22 neg
#> 60 0 105 64 41 142 41.5 0.173 22 neg
#> 626 4 90 88 47 54 37.7 0.362 29 neg
#> 82 2 74 NA NA NA NA 0.102 22 neg
#> 765 2 122 70 27 NA 36.8 0.340 27 neg
#> 252 2 129 84 NA NA 28.0 0.284 27 neg
#> 595 6 123 72 45 230 33.6 0.733 34 neg
#> 421 1 119 88 41 170 45.3 0.507 26 neg
#> 366 5 99 54 28 83 34.0 0.499 30 neg
#> 484 0 84 82 31 125 38.2 0.233 23 neg
#> 724 5 117 86 30 105 39.1 0.251 42 neg
#> 118 5 78 48 NA NA 33.7 0.654 25 neg
#> 475 4 114 64 NA NA 28.9 0.126 24 neg
#> 431 2 99 NA NA NA 22.2 0.108 23 neg
#> 55 7 150 66 42 342 34.7 0.718 42 neg
#> 99 6 93 50 30 64 28.7 0.356 23 neg
#> 397 3 96 56 34 115 24.7 0.944 39 neg
#> 386 1 119 54 13 50 22.3 0.205 24 neg
#> 526 3 87 60 18 NA 21.8 0.444 21 neg
#> 120 4 99 76 15 51 23.2 0.223 21 neg
#> 476 0 137 84 27 NA 27.3 0.231 59 neg
#> 646 2 157 74 35 440 39.4 0.134 30 neg
#> 661 10 162 84 NA NA 27.7 0.182 54 neg
#> 545 1 88 78 29 76 32.0 0.365 29 neg
#> 64 2 141 58 34 128 25.4 0.699 24 neg
#> 685 5 136 82 NA NA NA 0.640 69 neg
#> 81 3 113 44 13 NA 22.4 0.140 22 neg
#> 96 6 144 72 27 228 33.9 0.255 40 neg
#> 84 0 101 65 28 NA 24.6 0.237 22 neg
#> 468 0 97 64 36 100 36.8 0.600 25 neg
#> 352 4 137 84 NA NA 31.2 0.252 30 neg
#> 139 0 129 80 NA NA 31.2 0.703 29 neg
#> 579 10 133 68 NA NA 27.0 0.245 36 neg
#> 345 8 95 72 NA NA 36.8 0.485 57 neg
#> 571 3 78 70 NA NA 32.5 0.270 39 neg
#> 289 4 96 56 17 49 20.8 0.340 26 neg
#> 76 1 NA 48 20 NA 24.7 0.140 22 neg
#> 184 5 73 60 NA NA 26.8 0.268 27 neg
#> 600 1 109 38 18 120 23.1 0.407 26 neg
#> 334 12 106 80 NA NA 23.6 0.137 44 neg
#> 383 1 109 60 8 182 25.4 0.947 21 neg
#> 606 1 124 60 32 NA 35.8 0.514 21 neg
#> 212 0 147 85 54 NA 42.8 0.375 24 neg
#> 549 1 164 82 43 67 32.8 0.341 50 neg
#> 241 1 91 64 24 NA 29.2 0.192 21 neg
#> 342 1 95 74 21 73 25.9 0.673 36 neg
#> 552 3 84 68 30 106 31.9 0.591 25 neg
#> 463 8 74 70 40 49 35.3 0.705 39 neg
#> 261 3 191 68 15 130 30.9 0.299 34 neg
#> 726 4 112 78 40 NA 39.4 0.236 38 neg
#> 245 2 146 76 35 194 38.2 0.329 29 neg
#> 700 4 118 70 NA NA 44.5 0.904 26 neg
#> 628 0 132 78 NA NA 32.4 0.393 21 neg
#> 583 12 121 78 17 NA 26.5 0.259 62 neg
#> 45 7 159 64 NA NA 27.4 0.294 40 neg
#> 28 1 97 66 15 140 23.2 0.487 22 neg
#> 470 6 154 78 41 140 46.1 0.571 27 neg
#> 234 4 122 68 NA NA 35.0 0.394 29 neg
#> 721 4 83 86 19 NA 29.3 0.317 34 neg
#> 435 1 90 68 8 NA 24.5 1.138 36 neg
#> 61 2 84 NA NA NA NA 0.304 21 neg
#> 249 9 124 70 33 402 35.4 0.282 34 neg
#> 209 1 96 64 27 87 33.2 0.289 21 neg
#> 569 4 154 72 29 126 31.3 0.338 37 neg
#> 53 5 88 66 21 23 24.4 0.342 30 neg
#> 353 3 61 82 28 NA 34.4 0.243 46 neg
#> 658 1 120 80 48 200 38.9 1.162 41 neg
#> 424 2 115 64 22 NA 30.8 0.421 21 neg
#> 730 2 92 52 NA NA 30.1 0.141 22 neg
#> 564 6 99 60 19 54 26.9 0.497 32 neg
#> 374 2 105 58 40 94 34.9 0.225 25 neg
#> 181 6 87 80 NA NA 23.2 0.084 32 neg
#> 349 3 99 62 19 74 21.8 0.279 26 neg
#> 644 4 90 NA NA NA 28.0 0.610 31 neg
#> 274 1 71 78 50 45 33.2 0.422 21 neg
#> 63 5 44 62 NA NA 25.0 0.587 36 neg
#> 106 1 126 56 29 152 28.7 0.801 21 neg
#> 290 5 108 72 43 75 36.1 0.263 33 neg
#> 163 0 114 80 34 285 44.2 0.167 27 neg
#> 174 1 79 60 42 48 43.5 0.678 23 neg
#> 522 3 124 80 33 130 33.2 0.305 26 neg
#> 250 1 111 86 19 NA 30.1 0.143 23 neg
#> 169 4 110 66 NA NA 31.9 0.471 29 neg
#> 341 1 130 70 13 105 25.9 0.472 22 neg
#> 535 1 77 56 30 56 33.3 1.251 24 neg
#> 640 1 100 74 12 46 19.5 0.149 28 neg
#> 202 1 138 82 NA NA 40.1 0.236 28 neg
#> 705 4 110 76 20 100 28.4 0.118 27 neg
#> 321 4 129 60 12 231 27.5 0.527 31 neg
#> 343 1 NA 68 35 NA 32.0 0.389 22 neg
#> 501 2 117 90 19 71 25.2 0.313 21 neg
#> 203 0 108 68 20 NA 27.3 0.787 32 neg
#> 138 0 93 60 25 92 28.7 0.532 22 neg
#> 137 0 100 70 26 50 30.8 0.597 21 neg
#> 337 0 117 NA NA NA 33.8 0.932 44 neg
#> 93 7 81 78 40 48 46.7 0.261 42 neg
#> 33 3 88 58 11 54 24.8 0.267 22 neg
#> 375 2 122 52 43 158 36.2 0.816 28 neg
#> 314 3 113 50 10 85 29.5 0.626 25 neg
#> 586 1 93 56 11 NA 22.5 0.417 22 neg
#> 495 3 80 NA NA NA NA 0.174 22 neg
#> 544 4 84 90 23 56 39.5 0.159 25 neg
#> 768 1 93 70 31 NA 30.4 0.315 23 neg
#> 442 2 83 66 23 50 32.2 0.497 22 neg
#> 34 6 92 92 NA NA 19.9 0.188 28 neg
#> 134 8 84 74 31 NA 38.3 0.457 39 neg
#> 380 0 93 100 39 72 43.4 1.021 35 neg
#> 280 2 108 62 10 278 25.3 0.881 22 neg
#> 29 13 145 82 19 110 22.2 0.245 57 neg
#> 151 1 136 74 50 204 37.4 0.399 24 neg
#> 211 2 81 60 22 NA 27.7 0.290 25 neg
#> 691 8 107 80 NA NA 24.6 0.856 34 neg
#> 455 2 100 54 28 105 37.8 0.498 24 neg
#> 590 0 73 NA NA NA 21.1 0.342 25 neg
#> 478 7 114 76 17 110 23.8 0.466 31 neg
#> 362 5 158 70 NA NA 29.8 0.207 63 neg
#> 306 2 120 76 37 105 39.7 0.215 29 neg
#> 254 0 86 68 32 NA 35.8 0.238 25 neg
#> 653 5 123 74 40 77 34.1 0.269 28 neg
#> 675 8 91 82 NA NA 35.6 0.587 68 neg
#> 473 0 119 66 27 NA 38.8 0.259 22 neg
#> 328 10 179 70 NA NA 35.1 0.200 37 neg
#> 119 4 97 60 23 NA 28.2 0.443 22 neg
#> 568 6 92 62 32 126 32.0 0.085 46 neg
#> 611 3 106 54 21 158 30.9 0.292 24 neg
#> 462 1 71 62 NA NA 21.8 0.416 26 neg
#> 264 3 142 80 15 NA 32.4 0.200 63 neg
#> 230 0 117 80 31 53 45.2 0.089 24 neg
#> 248 0 165 90 33 680 52.3 0.427 23 neg
#> 417 1 97 68 21 NA 27.2 1.095 22 neg
#> 457 1 135 54 NA NA 26.7 0.687 62 neg
#> 746 12 100 84 33 105 30.0 0.488 46 neg
#> 223 7 119 NA NA NA 25.2 0.209 37 neg
#> 68 2 109 92 NA NA 42.7 0.845 54 neg
#> 66 5 99 74 27 NA 29.0 0.203 32 neg
#> 641 0 102 86 17 105 29.3 0.695 27 neg
#> 637 5 104 74 NA NA 28.8 0.153 48 neg
#> 671 6 165 68 26 168 33.6 0.631 49 neg
#> 635 10 92 62 NA NA 25.9 0.167 31 neg
#> 103 0 125 96 NA NA 22.5 0.262 21 neg
#> 205 6 103 72 32 190 37.7 0.324 55 neg
#> 525 3 125 58 NA NA 31.6 0.151 24 neg
#> 597 0 67 76 NA NA 45.3 0.194 46 neg
#> 565 0 91 80 NA NA 32.4 0.601 27 neg
#> 319 3 115 66 39 140 38.1 0.150 28 neg
#> 154 1 153 82 42 485 40.6 0.687 23 neg
#> 204 2 99 70 16 44 20.4 0.235 27 neg
#> 618 2 68 62 13 15 20.1 0.257 23 neg
#> 513 9 91 68 NA NA 24.2 0.200 58 neg
#> 614 6 105 80 28 NA 32.5 0.878 26 neg
#> 669 6 98 58 33 190 34.0 0.430 43 neg
#> 496 6 166 74 NA NA 26.6 0.304 66 neg
#> 114 4 76 62 NA NA 34.0 0.391 25 neg
#> 279 5 114 74 NA NA 24.9 0.744 57 neg
#> 80 2 112 66 22 NA 25.0 0.307 24 neg
#> 654 2 120 54 NA NA 26.8 0.455 27 neg
#> 43 7 106 92 18 NA 22.7 0.235 48 neg
#> 553 6 114 88 NA NA 27.8 0.247 66 neg
#> 90 1 107 68 19 NA 26.5 0.165 24 neg
#> 113 1 89 76 34 37 31.2 0.192 23 neg
#> 728 0 141 84 26 NA 32.4 0.433 22 neg
#> 330 6 105 70 32 68 30.8 0.122 37 neg
#> 37 11 138 76 NA NA 33.2 0.420 35 neg
#> 13 10 139 80 NA NA 27.1 1.441 57 neg
#> 680 2 101 58 17 265 24.2 0.614 23 neg
#> 369 3 81 86 16 66 27.5 0.306 22 neg
#> 556 7 124 70 33 215 25.5 0.161 37 neg
#> 393 1 131 64 14 415 23.7 0.389 21 neg
#> 282 10 129 76 28 122 35.9 0.280 39 neg
#> 757 7 137 90 41 NA 32.0 0.391 39 neg
#> 235 3 74 68 28 45 29.7 0.293 23 neg
#> 714 0 134 58 20 291 26.4 0.352 21 neg
#> 434 2 139 75 NA NA 25.6 0.167 29 neg
#> 161 4 151 90 38 NA 29.7 0.294 36 neg
#> 224 7 142 60 33 190 28.8 0.687 61 neg
#> 491 2 83 65 28 66 36.8 0.629 24 neg
#> 510 8 120 78 NA NA 25.0 0.409 64 neg
#> 124 5 132 80 NA NA 26.8 0.186 69 neg
#> 179 5 143 78 NA NA 45.0 0.190 47 neg
#> 78 5 95 72 33 NA 37.7 0.370 27 neg
#> 655 1 106 70 28 135 34.2 0.142 22 neg
#> 573 3 111 58 31 44 29.5 0.430 22 neg
#> 273 3 122 78 NA NA 23.0 0.254 40 neg
#> 719 1 108 60 46 178 35.5 0.415 24 neg
#> 56 1 73 50 10 NA 23.0 0.248 21 neg
#> 739 2 99 60 17 160 36.6 0.453 21 neg
#> 575 1 143 86 30 330 30.1 0.892 23 neg
#> 88 2 100 68 25 71 38.5 0.324 26 neg